| Number of Variables | 23 |
|---|---|
| Number of Rows | 3.8403e+06 |
| Missing Cells | 5.8774e+06 |
| Missing Cells (%) | 6.7% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 875.7 MB |
| Average Row Size in Memory | 239.1 B |
| Variable Types |
|
| AMT_DRAWINGS_OTHER_CURRENT and CNT_DRAWINGS_OTHER_CURRENT have similar distributions | Similar Distribution |
|---|---|
| AMT_RECIVABLE and AMT_TOTAL_RECEIVABLE have similar distributions | Similar Distribution |
| SK_DPD and SK_DPD_DEF have similar distributions | Similar Distribution |
| AMT_DRAWINGS_ATM_CURRENT has 749816 (19.52%) missing values | Missing |
| AMT_DRAWINGS_OTHER_CURRENT has 749816 (19.52%) missing values | Missing |
| AMT_DRAWINGS_POS_CURRENT has 749816 (19.52%) missing values | Missing |
| AMT_INST_MIN_REGULARITY has 305236 (7.95%) missing values | Missing |
| AMT_PAYMENT_CURRENT has 767988 (20.0%) missing values | Missing |
| CNT_DRAWINGS_ATM_CURRENT has 749816 (19.52%) missing values | Missing |
| CNT_DRAWINGS_OTHER_CURRENT has 749816 (19.52%) missing values | Missing |
| CNT_DRAWINGS_POS_CURRENT has 749816 (19.52%) missing values | Missing |
|---|---|
| CNT_INSTALMENT_MATURE_CUM has 305236 (7.95%) missing values | Missing |
| AMT_BALANCE is skewed | Skewed |
| AMT_CREDIT_LIMIT_ACTUAL is skewed | Skewed |
| AMT_DRAWINGS_ATM_CURRENT is skewed | Skewed |
| AMT_DRAWINGS_CURRENT is skewed | Skewed |
| AMT_DRAWINGS_OTHER_CURRENT is skewed | Skewed |
| AMT_DRAWINGS_POS_CURRENT is skewed | Skewed |
| AMT_INST_MIN_REGULARITY is skewed | Skewed |
| AMT_PAYMENT_CURRENT is skewed | Skewed |
| AMT_PAYMENT_TOTAL_CURRENT is skewed | Skewed |
|---|---|
| AMT_RECEIVABLE_PRINCIPAL is skewed | Skewed |
| AMT_RECIVABLE is skewed | Skewed |
| AMT_TOTAL_RECEIVABLE is skewed | Skewed |
| CNT_DRAWINGS_ATM_CURRENT is skewed | Skewed |
| CNT_DRAWINGS_CURRENT is skewed | Skewed |
| CNT_DRAWINGS_OTHER_CURRENT is skewed | Skewed |
| CNT_DRAWINGS_POS_CURRENT is skewed | Skewed |
| CNT_INSTALMENT_MATURE_CUM is skewed | Skewed |
| SK_DPD is skewed | Skewed |
| SK_DPD_DEF is skewed | Skewed |
|---|---|
| MONTHS_BALANCE has 3840312 (100.0%) negatives | Negatives |
| AMT_RECIVABLE has 109338 (2.85%) negatives | Negatives |
| AMT_TOTAL_RECEIVABLE has 109330 (2.85%) negatives | Negatives |
| AMT_BALANCE has 2156420 (56.15%) zeros | Zeros |
| AMT_CREDIT_LIMIT_ACTUAL has 753823 (19.63%) zeros | Zeros |
| AMT_DRAWINGS_ATM_CURRENT has 2665718 (69.41%) zeros | Zeros |
| AMT_DRAWINGS_CURRENT has 3223443 (83.94%) zeros | Zeros |
| AMT_DRAWINGS_OTHER_CURRENT has 3078163 (80.15%) zeros | Zeros |
| AMT_DRAWINGS_POS_CURRENT has 2825595 (73.58%) zeros | Zeros |
| AMT_INST_MIN_REGULARITY has 1928864 (50.23%) zeros | Zeros |
|---|---|
| AMT_PAYMENT_CURRENT has 390507 (10.17%) zeros | Zeros |
| AMT_PAYMENT_TOTAL_CURRENT has 2172223 (56.56%) zeros | Zeros |
| AMT_RECEIVABLE_PRINCIPAL has 2296167 (59.79%) zeros | Zeros |
| AMT_RECIVABLE has 2113816 (55.04%) zeros | Zeros |
| AMT_TOTAL_RECEIVABLE has 2113643 (55.04%) zeros | Zeros |
| CNT_DRAWINGS_ATM_CURRENT has 2665718 (69.41%) zeros | Zeros |
| CNT_DRAWINGS_CURRENT has 3229952 (84.11%) zeros | Zeros |
| CNT_DRAWINGS_OTHER_CURRENT has 3077688 (80.14%) zeros | Zeros |
| CNT_DRAWINGS_POS_CURRENT has 2825594 (73.58%) zeros | Zeros |
| CNT_INSTALMENT_MATURE_CUM has 551467 (14.36%) zeros | Zeros |
|---|---|
| SK_DPD has 3686957 (96.01%) zeros | Zeros |
| SK_DPD_DEF has 3750972 (97.67%) zeros | Zeros |
numerical
| Approximate Distinct Count | 104307 |
|---|---|
| Approximate Unique (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 61444992 |
| Mean | 1.9045e+06 |
| Minimum | 1000018 |
| Maximum | 2843496 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1000018 |
|---|---|
| 5-th Percentile | 1.0827e+06 |
| Q1 | 1.4355e+06 |
| Median | 1.8978e+06 |
| Q3 | 2.3703e+06 |
| 95-th Percentile | 2.7493e+06 |
| Maximum | 2843496 |
| Range | 1843478 |
| IQR | 934790.25 |
| Mean | 1.9045e+06 |
|---|---|
| Standard Deviation | 536469.4706 |
| Variance | 2.878e+11 |
| Sum | 7.3139e+12 |
| Skewness | 0.03839 |
| Kurtosis | -1.2196 |
| Coefficient of Variation | 0.2817 |
numerical
| Approximate Distinct Count | 103558 |
|---|---|
| Approximate Unique (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 61444992 |
| Mean | 278324.2073 |
| Minimum | 100006 |
| Maximum | 456250 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 100006 |
|---|---|
| 5-th Percentile | 118358 |
| Q1 | 189836.5 |
| Median | 278600 |
| Q3 | 367766 |
| 95-th Percentile | 438443 |
| Maximum | 456250 |
| Range | 356244 |
| IQR | 177929.5 |
| Mean | 278324.2073 |
|---|---|
| Standard Deviation | 102704.4751 |
| Variance | 1.0548e+10 |
| Sum | 1.0689e+12 |
| Skewness | -0.001834 |
| Kurtosis | -1.1995 |
| Coefficient of Variation | 0.369 |
numerical
| Approximate Distinct Count | 96 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 61444992 |
| Mean | -34.5219 |
| Minimum | -96 |
| Maximum | -1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 3840312 |
| Negatives (%) | 100.0% |
| Minimum | -96 |
|---|---|
| 5-th Percentile | -83 |
| Q1 | -55 |
| Median | -27 |
| Q3 | -11 |
| 95-th Percentile | -3 |
| Maximum | -1 |
| Range | 95 |
| IQR | 44 |
| Mean | -34.5219 |
|---|---|
| Standard Deviation | 26.6678 |
| Variance | 711.1689 |
| Sum | -1.3257e+08 |
| Skewness | -0.598 |
| Kurtosis | -0.8562 |
| Coefficient of Variation | -0.7725 |
numerical
| Approximate Distinct Count | 1347904 |
|---|---|
| Approximate Unique (%) | 35.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 61444992 |
| Mean | 58300.1553 |
| Minimum | -420250.185 |
| Maximum | 1.5059e+06 |
| Zeros | 2156420 |
| Zeros (%) | 56.1% |
| Negatives | 2345 |
| Negatives (%) | 0.1% |
| Minimum | -420250.185 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 90627.4912 |
| 95-th Percentile | 265747.635 |
| Maximum | 1.5059e+06 |
| Range | 1.9262e+06 |
| IQR | 90627.4912 |
| Mean | 58300.1553 |
|---|---|
| Standard Deviation | 106307.031 |
| Variance | 1.1301e+10 |
| Sum | 2.2389e+11 |
| Skewness | 2.9202 |
| Kurtosis | 11.7787 |
| Coefficient of Variation | 1.8234 |
numerical
| Approximate Distinct Count | 181 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 61444992 |
| Mean | 153807.9574 |
| Minimum | 0 |
| Maximum | 1350000 |
| Zeros | 753823 |
| Zeros (%) | 19.6% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 45000 |
| Median | 135000 |
| Q3 | 180000 |
| 95-th Percentile | 450000 |
| Maximum | 1350000 |
| Range | 1350000 |
| IQR | 135000 |
| Mean | 153807.9574 |
|---|---|
| Standard Deviation | 165145.6995 |
| Variance | 2.7273e+10 |
| Sum | 5.9067e+11 |
| Skewness | 2.0597 |
| Kurtosis | 5.184 |
| Coefficient of Variation | 1.0737 |
numerical
| Approximate Distinct Count | 2267 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 749816 |
| Missing (%) | 19.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 49447936 |
| Mean | 5961.3248 |
| Minimum | -6827.31 |
| Maximum | 2.115e+06 |
| Zeros | 2665718 |
| Zeros (%) | 69.4% |
| Negatives | 1 |
| Negatives (%) | 0.0% |
| Minimum | -6827.31 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 36000 |
| Maximum | 2.115e+06 |
| Range | 2.1218e+06 |
| IQR | 0 |
| Mean | 5961.3248 |
|---|---|
| Standard Deviation | 28225.6886 |
| Variance | 7.9669e+08 |
| Sum | 1.8423e+10 |
| Skewness | 9.6648 |
| Kurtosis | 164.9273 |
| Coefficient of Variation | 4.7348 |
numerical
| Approximate Distinct Count | 187005 |
|---|---|
| Approximate Unique (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 61444992 |
| Mean | 7433.3882 |
| Minimum | -6211.62 |
| Maximum | 2.2871e+06 |
| Zeros | 3223443 |
| Zeros (%) | 83.9% |
| Negatives | 3 |
| Negatives (%) | 0.0% |
| Minimum | -6211.62 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 45000 |
| Maximum | 2.2871e+06 |
| Range | 2.2933e+06 |
| IQR | 0 |
| Mean | 7433.3882 |
|---|---|
| Standard Deviation | 33846.0773 |
| Variance | 1.1456e+09 |
| Sum | 2.8547e+10 |
| Skewness | 10.0656 |
| Kurtosis | 184.2742 |
| Coefficient of Variation | 4.5533 |
numerical
| Approximate Distinct Count | 1832 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 749816 |
| Missing (%) | 19.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 49447936 |
| Mean | 288.1696 |
| Minimum | 0 |
| Maximum | 1.5298e+06 |
| Zeros | 3078163 |
| Zeros (%) | 80.2% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 0 |
| Maximum | 1.5298e+06 |
| Range | 1.5298e+06 |
| IQR | 0 |
| Mean | 288.1696 |
|---|---|
| Standard Deviation | 8201.9893 |
| Variance | 6.7273e+07 |
| Sum | 8.9059e+08 |
| Skewness | 50.5703 |
| Kurtosis | 3628.004 |
| Coefficient of Variation | 28.4624 |
numerical
| Approximate Distinct Count | 168748 |
|---|---|
| Approximate Unique (%) | 5.5% |
| Missing | 749816 |
| Missing (%) | 19.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 49447936 |
| Mean | 2968.8048 |
| Minimum | 0 |
| Maximum | 2.2393e+06 |
| Zeros | 2825595 |
| Zeros (%) | 73.6% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 11250 |
| Maximum | 2.2393e+06 |
| Range | 2.2393e+06 |
| IQR | 0 |
| Mean | 2968.8048 |
|---|---|
| Standard Deviation | 20796.887 |
| Variance | 4.3251e+08 |
| Sum | 9.1751e+09 |
| Skewness | 19.4211 |
| Kurtosis | 713.9872 |
| Coefficient of Variation | 7.0051 |
numerical
| Approximate Distinct Count | 312266 |
|---|---|
| Approximate Unique (%) | 8.8% |
| Missing | 305236 |
| Missing (%) | 7.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 56561216 |
| Mean | 3540.2041 |
| Minimum | 0 |
| Maximum | 202882.005 |
| Zeros | 1928864 |
| Zeros (%) | 50.2% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 6750 |
| 95-th Percentile | 13642.515 |
| Maximum | 202882.005 |
| Range | 202882.005 |
| IQR | 6750 |
| Mean | 3540.2041 |
|---|---|
| Standard Deviation | 5600.1541 |
| Variance | 3.1362e+07 |
| Sum | 1.2515e+10 |
| Skewness | 2.4944 |
| Kurtosis | 10.1825 |
| Coefficient of Variation | 1.5819 |
numerical
| Approximate Distinct Count | 163209 |
|---|---|
| Approximate Unique (%) | 5.3% |
| Missing | 767988 |
| Missing (%) | 20.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 49157184 |
| Mean | 10280.5377 |
| Minimum | 0 |
| Maximum | 4.2892e+06 |
| Zeros | 390507 |
| Zeros (%) | 10.2% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 157.5 |
| Median | 2921.49 |
| Q3 | 9000 |
| 95-th Percentile | 34200 |
| Maximum | 4.2892e+06 |
| Range | 4.2892e+06 |
| IQR | 8842.5 |
| Mean | 10280.5377 |
|---|---|
| Standard Deviation | 36078.085 |
| Variance | 1.3016e+09 |
| Sum | 3.1585e+10 |
| Skewness | 12.9906 |
| Kurtosis | 315.7564 |
| Coefficient of Variation | 3.5094 |
numerical
| Approximate Distinct Count | 182957 |
|---|---|
| Approximate Unique (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 61444992 |
| Mean | 7588.8567 |
| Minimum | 0 |
| Maximum | 4.2783e+06 |
| Zeros | 2172223 |
| Zeros (%) | 56.6% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 6750 |
| 95-th Percentile | 24559.3237 |
| Maximum | 4.2783e+06 |
| Range | 4.2783e+06 |
| IQR | 6750 |
| Mean | 7588.8567 |
|---|---|
| Standard Deviation | 32005.9878 |
| Variance | 1.0244e+09 |
| Sum | 2.9144e+10 |
| Skewness | 14.4797 |
| Kurtosis | 393.2553 |
| Coefficient of Variation | 4.2175 |
numerical
| Approximate Distinct Count | 1195839 |
|---|---|
| Approximate Unique (%) | 31.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 61444992 |
| Mean | 55965.8769 |
| Minimum | -423305.82 |
| Maximum | 1.4723e+06 |
| Zeros | 2296167 |
| Zeros (%) | 59.8% |
| Negatives | 2428 |
| Negatives (%) | 0.1% |
| Minimum | -423305.82 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 86906.745 |
| 95-th Percentile | 256500 |
| Maximum | 1.4723e+06 |
| Range | 1.8956e+06 |
| IQR | 86906.745 |
| Mean | 55965.8769 |
|---|---|
| Standard Deviation | 102533.6168 |
| Variance | 1.0513e+10 |
| Sum | 2.1493e+11 |
| Skewness | 2.9423 |
| Kurtosis | 11.9584 |
| Coefficient of Variation | 1.8321 |
numerical
| Approximate Distinct Count | 1338878 |
|---|---|
| Approximate Unique (%) | 34.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 61444992 |
| Mean | 58088.8112 |
| Minimum | -420250.185 |
| Maximum | 1.4933e+06 |
| Zeros | 2113816 |
| Zeros (%) | 55.0% |
| Negatives | 109338 |
| Negatives (%) | 2.8% |
| Minimum | -420250.185 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 90359.5387 |
| 95-th Percentile | 265181.202 |
| Maximum | 1.4933e+06 |
| Range | 1.9136e+06 |
| IQR | 90359.5387 |
| Mean | 58088.8112 |
|---|---|
| Standard Deviation | 105965.3699 |
| Variance | 1.1229e+10 |
| Sum | 2.2308e+11 |
| Skewness | 2.9132 |
| Kurtosis | 11.7196 |
| Coefficient of Variation | 1.8242 |
numerical
| Approximate Distinct Count | 1339008 |
|---|---|
| Approximate Unique (%) | 34.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 61444992 |
| Mean | 58098.2855 |
| Minimum | -420250.185 |
| Maximum | 1.4933e+06 |
| Zeros | 2113643 |
| Zeros (%) | 55.0% |
| Negatives | 109330 |
| Negatives (%) | 2.8% |
| Minimum | -420250.185 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 90371.0925 |
| 95-th Percentile | 265218.408 |
| Maximum | 1.4933e+06 |
| Range | 1.9136e+06 |
| IQR | 90371.0925 |
| Mean | 58098.2855 |
|---|---|
| Standard Deviation | 105971.8011 |
| Variance | 1.123e+10 |
| Sum | 2.2312e+11 |
| Skewness | 2.9127 |
| Kurtosis | 11.7159 |
| Coefficient of Variation | 1.824 |
numerical
| Approximate Distinct Count | 44 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 749816 |
| Missing (%) | 19.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 49447936 |
| Mean | 0.3094 |
| Minimum | 0 |
| Maximum | 51 |
| Zeros | 2665718 |
| Zeros (%) | 69.4% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 2 |
| Maximum | 51 |
| Range | 51 |
| IQR | 0 |
| Mean | 0.3094 |
|---|---|
| Standard Deviation | 1.1004 |
| Variance | 1.2109 |
| Sum | 956351 |
| Skewness | 6.9067 |
| Kurtosis | 81.5492 |
| Coefficient of Variation | 3.556 |
numerical
| Approximate Distinct Count | 129 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 61444992 |
| Mean | 0.7031 |
| Minimum | 0 |
| Maximum | 165 |
| Zeros | 3229952 |
| Zeros (%) | 84.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 4 |
| Maximum | 165 |
| Range | 165 |
| IQR | 0 |
| Mean | 0.7031 |
|---|---|
| Standard Deviation | 3.1903 |
| Variance | 10.1783 |
| Sum | 2.7003e+06 |
| Skewness | 10.6353 |
| Kurtosis | 177.9281 |
| Coefficient of Variation | 4.5373 |
numerical
| Approximate Distinct Count | 11 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 749816 |
| Missing (%) | 19.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 49447936 |
| Mean | 0.004812 |
| Minimum | 0 |
| Maximum | 12 |
| Zeros | 3077688 |
| Zeros (%) | 80.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 0 |
| Maximum | 12 |
| Range | 12 |
| IQR | 0 |
| Mean | 0.004812 |
|---|---|
| Standard Deviation | 0.08264 |
| Variance | 0.006829 |
| Sum | 14873 |
| Skewness | 26.3238 |
| Kurtosis | 1253.2543 |
| Coefficient of Variation | 17.1717 |
numerical
| Approximate Distinct Count | 133 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 749816 |
| Missing (%) | 19.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 49447936 |
| Mean | 0.5595 |
| Minimum | 0 |
| Maximum | 165 |
| Zeros | 2825594 |
| Zeros (%) | 73.6% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 3 |
| Maximum | 165 |
| Range | 165 |
| IQR | 0 |
| Mean | 0.5595 |
|---|---|
| Standard Deviation | 3.2406 |
| Variance | 10.5018 |
| Sum | 1.7291e+06 |
| Skewness | 11.3526 |
| Kurtosis | 192.5507 |
| Coefficient of Variation | 5.7923 |
numerical
| Approximate Distinct Count | 121 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 305236 |
| Missing (%) | 7.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 56561216 |
| Mean | 20.8251 |
| Minimum | 0 |
| Maximum | 120 |
| Zeros | 551467 |
| Zeros (%) | 14.4% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 4 |
| Median | 15 |
| Q3 | 33 |
| 95-th Percentile | 62 |
| Maximum | 120 |
| Range | 120 |
| IQR | 29 |
| Mean | 20.8251 |
|---|---|
| Standard Deviation | 20.0515 |
| Variance | 402.0624 |
| Sum | 7.3618e+07 |
| Skewness | 1.0756 |
| Kurtosis | 0.6403 |
| Coefficient of Variation | 0.9629 |
categorical
| Approximate Distinct Count | 7 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 273052524 |
| Mean | 6.1017 |
|---|---|
| Standard Deviation | 0.5462 |
| Median | 6 |
| Minimum | 6 |
| Maximum | 13 |
| 1st row | Active |
|---|---|
| 2nd row | Active |
| 3rd row | Active |
| 4th row | Active |
| 5th row | Active |
| Count | 23431731 |
|---|---|
| Lowercase Letter | 19591419 |
| Space Separator | 513 |
| Uppercase Letter | 3840312 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 917 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 61444992 |
| Mean | 9.2837 |
| Minimum | 0 |
| Maximum | 3260 |
| Zeros | 3686957 |
| Zeros (%) | 96.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 0 |
| Maximum | 3260 |
| Range | 3260 |
| IQR | 0 |
| Mean | 9.2837 |
|---|---|
| Standard Deviation | 97.5157 |
| Variance | 9509.3118 |
| Sum | 3.5652e+07 |
| Skewness | 12.947 |
| Kurtosis | 190.3724 |
| Coefficient of Variation | 10.504 |
numerical
| Approximate Distinct Count | 378 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 61444992 |
| Mean | 0.3316 |
| Minimum | 0 |
| Maximum | 3260 |
| Zeros | 3750972 |
| Zeros (%) | 97.7% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 0 |
| Maximum | 3260 |
| Range | 3260 |
| IQR | 0 |
| Mean | 0.3316 |
|---|---|
| Standard Deviation | 21.4792 |
| Variance | 461.3574 |
| Sum | 1.2735e+06 |
| Skewness | 89.8304 |
| Kurtosis | 9007.7273 |
| Coefficient of Variation | 64.7702 |